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@astanin
Created September 27, 2012 09:38
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test ipython notebook feature
{
"metadata": {
"name": "plot 3D line"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "pts = loadtxt(\"scan_3.txt\").T",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "from mpl_toolkits.mplot3d import Axes3D",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "subplot(111, projection=\"3d\")\nplot(pts[0],pts[1],pts[2])",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 4,
"text": "[<mpl_toolkits.mplot3d.art3d.Line3D at 0x2599090>]"
},
{
"output_type": "display_data",
"png": 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PJ54gRP733xapRfu777qk7S+6KIQ6dXh07hyWEgwYQPbdvTsh4ssvJ2OhNRWuvTaEt94y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\nPBzy/37JGk6jl5TtAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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